Assuming the LBS posterior correctly approximates the true posterior of the system dynamics, the cross-entropy term closely resembles the `surprisal' bonus adopted in other works [1]}, [2]}, [3]}. Using LBS can then be seen as maximizing the `surprisal', while trying to avoid high-entropy, stochastic states.
<FIGURE>